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What if the biggest obstacle to AI in your business isn't the technology, but the way your systems were built to assume a human would always be clicking? In this episode of Mastering AI with the Experts, I sit down with Frédéric Bélanger, Leader AI & Innovation at Talan. Frédéric has spent years architecting B2B commerce and procurement systems, and he knows exactly where the friction lives and why it has been so hard to fix. We go deep into what actually breaks when you move from portals and workflows to intent-driven buying, what it takes to make your data and systems agent-ready, and how to deploy AI agents safely in enterprise environments. No theory, no slideware. Just real architecture decisions and hard-won lessons. You'll learn: 1. Why B2B commerce was built around a human clicking, and why that assumption is now a liability 2. What shifts when you move from workflow-based APIs to intent-based APIs 3. How to tell if you have an AI opportunity or a data architecture problem 4. Why data field names and database column names now matter more than ever 5. What human in the loop actually means as a design decision, not a marketing phrase 6. How MCP servers simplify agent integration without requiring a full rearchitecture 7. What agent-to-agent commerce looks like and what questions we need to start answering now 8. Why non-deterministic tools in enterprise environments are manageable if you build them right Whether you are a business leader evaluating AI investments in your commerce stack, or an architect designing the next generation of B2B systems, this episode gives you a practical framework for building agent-ready enterprise environments the right way. Learn more about Talan and their work in AI and Microsoft solutions https://www.talan.com/global/en 📌 Resources & Links 🔹 Frédéric Bélanger on LinkedIn / frederic-belanger 📬 Enjoyed this episode? 🔹 Subscribe to Mastering AI for Productivity https://samuelboulangerai.substack.com/ 🔹 Connect with me on LinkedIn / samuelboulanger 🔹 Visit my website https://samuelboulanger.com/